Medical Visual Question Answering on Pooled Medical VQA Datasets Closed
0.005ECEPlatt Scaling
Evaluation results
| Method | Links | |
|---|---|---|
| Platt ScalingModel=Qwen3-VL-2B, Confidence Source=Verbalized2026.04 | 0.005 | |
| Histogram BinningModel=Qwen3-VL-2B, Confidence Source=Verbalized2026.04 | 0.006 | |
| Isotonic RegressionModel=Qwen3-VL-2B, Confidence Source=Verbalized2026.04 | 0.009 | |
| HAC-GateModel=InternVL3-8B, Confidence Source=Verbalized2026.04 | 0.013 | |
| Isotonic RegressionModel=Qwen3-VL-32B, Confidence Source=Verbalized2026.04 | 0.014 | |
| Isotonic RegressionModel=Qwen3-VL-32B, Confidence Source=Sampling2026.04 | 0.017 | |
| Isotonic RegressionModel=InternVL3-8B, Confidence Source=Verbalized2026.04 | 0.018 | |
| Isotonic RegressionModel=Qwen3-VL-8B, Confidence Source=Sampling2026.04 | 0.019 | |
| HAC-GateModel=Qwen3-VL-32B, Confidence Source=Sampling2026.04 | 0.019 | |
| Histogram BinningModel=Qwen3-VL-8B, Confidence Source=Sampling2026.04 | 0.02 | |
| Histogram BinningModel=Qwen3-VL-32B, Confidence Source=Sampling2026.04 | 0.02 | |
| HAC-PlattModel=Qwen3-VL-32B, Confidence Source=Sampling2026.04 | 0.02 | |
| Histogram BinningModel=InternVL3-8B, Confidence Source=Verbalized2026.04 | 0.02 | |
| Platt ScalingModel=Qwen3-VL-32B, Confidence Source=Sampling2026.04 | 0.021 | |
| Platt ScalingModel=InternVL3-8B, Confidence Source=Verbalized2026.04 | 0.021 | |
| Histogram BinningModel=Qwen3-VL-32B, Confidence Source=Verbalized2026.04 | 0.023 | |
| HAC-PlattModel=InternVL3-8B, Confidence Source=Verbalized2026.04 | 0.023 | |
| Platt ScalingModel=Qwen3-VL-8B, Confidence Source=Sampling2026.04 | 0.025 | |
| Histogram BinningModel=InternVL3-2B, Confidence Source=Verbalized2026.04 | 0.025 | |
| Isotonic RegressionModel=LLaVA-NeXT-34B, Confidence Source=Verbalized2026.04 | 0.03 | |
| Isotonic RegressionModel=InternVL3-2B, Confidence Source=Verbalized2026.04 | 0.031 | |
| Histogram BinningModel=LLaVA-NeXT-34B, Confidence Source=Verbalized2026.04 | 0.031 | |
| Histogram BinningModel=Qwen3-VL-8B, Confidence Source=Verbalized2026.04 | 0.032 | |
| Isotonic RegressionModel=InternVL3-38B, Confidence Source=Verbalized2026.04 | 0.034 | |
| Isotonic RegressionModel=Qwen3-VL-8B, Confidence Source=Verbalized2026.04 | 0.035 | |
| Isotonic RegressionModel=LLaVA-NeXT-7B, Confidence Source=Verbalized2026.04 | 0.035 | |
| Platt ScalingModel=InternVL3-2B, Confidence Source=Verbalized2026.04 | 0.037 | |
| HAC-PlattModel=InternVL3-38B, Confidence Source=Sampling2026.04 | 0.037 | |
| Platt ScalingModel=InternVL3-38B, Confidence Source=Sampling2026.04 | 0.039 | |
| Isotonic RegressionModel=Qwen3-VL-2B, Confidence Source=Sampling2026.04 | 0.04 | |
| Isotonic RegressionModel=InternVL3-38B, Confidence Source=Sampling2026.04 | 0.043 | |
| Histogram BinningModel=InternVL3-38B, Confidence Source=Verbalized2026.04 | 0.043 | |
| Histogram BinningModel=LLaVA-NeXT-7B, Confidence Source=Sampling2026.04 | 0.044 | |
| Platt ScalingModel=LLaVA-NeXT-7B, Confidence Source=Verbalized2026.04 | 0.045 | |
| HAC-PlattModel=Qwen3-VL-2B, Confidence Source=Verbalized2026.04 | 0.046 | |
| HAC-GateModel=Qwen3-VL-2B, Confidence Source=Verbalized2026.04 | 0.046 | |
| HAC-GateModel=Qwen3-VL-8B, Confidence Source=Sampling2026.04 | 0.046 | |
| Platt ScalingModel=Qwen3-VL-32B, Confidence Source=Verbalized2026.04 | 0.047 | |
| Isotonic RegressionModel=LLaVA-NeXT-7B, Confidence Source=Sampling2026.04 | 0.048 | |
| Platt ScalingModel=Qwen3-VL-8B, Confidence Source=Verbalized2026.04 | 0.049 | |
| Histogram BinningModel=InternVL3-38B, Confidence Source=Sampling2026.04 | 0.049 | |
| HAC-PlattModel=LLaVA-NeXT-7B, Confidence Source=Verbalized2026.04 | 0.05 | |
| HAC-GateModel=Qwen3-VL-2B, Confidence Source=Sampling2026.04 | 0.052 | |
| HAC-PlattModel=Qwen3-VL-8B, Confidence Source=Sampling2026.04 | 0.052 | |
| Platt ScalingModel=InternVL3-38B, Confidence Source=Verbalized2026.04 | 0.052 | |
| HAC-GateModel=InternVL3-38B, Confidence Source=Verbalized2026.04 | 0.052 | |
| Platt ScalingModel=LLaVA-NeXT-34B, Confidence Source=Verbalized2026.04 | 0.052 | |
| Histogram BinningModel=Qwen3-VL-2B, Confidence Source=Sampling2026.04 | 0.053 | |
| HAC-PlattModel=InternVL3-38B, Confidence Source=Verbalized2026.04 | 0.055 | |
| HAC-PlattModel=LLaVA-NeXT-34B, Confidence Source=Verbalized2026.04 | 0.055 | |
| Histogram BinningModel=InternVL3-2B, Confidence Source=Sampling2026.04 | 0.056 | |
| HAC-PlattModel=InternVL3-2B, Confidence Source=Verbalized2026.04 | 0.056 | |
| Platt ScalingModel=Qwen3-VL-2B, Confidence Source=Sampling2026.04 | 0.057 | |
| HAC-PlattModel=Qwen3-VL-8B, Confidence Source=Verbalized2026.04 | 0.057 | |
| HAC-GateModel=Qwen3-VL-8B, Confidence Source=Verbalized2026.04 | 0.057 | |
| HAC-GateModel=LLaVA-NeXT-34B, Confidence Source=Verbalized2026.04 | 0.057 | |
| Histogram BinningModel=LLaVA-NeXT-7B, Confidence Source=Verbalized2026.04 | 0.058 | |
| HAC-GateModel=Qwen3-VL-32B, Confidence Source=Verbalized2026.04 | 0.059 | |
| HAC-GateModel=InternVL3-2B, Confidence Source=Verbalized2026.04 | 0.062 | |
| HAC-PlattModel=Qwen3-VL-2B, Confidence Source=Sampling2026.04 | 0.063 | |
| HAC-PlattModel=Qwen3-VL-32B, Confidence Source=Verbalized2026.04 | 0.063 | |
| HAC-GateModel=InternVL3-38B, Confidence Source=Sampling2026.04 | 0.067 | |
| Isotonic RegressionModel=LLaVA-NeXT-34B, Confidence Source=Sampling2026.04 | 0.067 | |
| Isotonic RegressionModel=InternVL3-2B, Confidence Source=Sampling2026.04 | 0.068 | |
| Histogram BinningModel=InternVL3-8B, Confidence Source=Sampling2026.04 | 0.069 | |
| Histogram BinningModel=LLaVA-NeXT-34B, Confidence Source=Sampling2026.04 | 0.07 | |
| HAC-PlattModel=LLaVA-NeXT-34B, Confidence Source=Sampling2026.04 | 0.071 | |
| Platt ScalingModel=LLaVA-NeXT-7B, Confidence Source=Sampling2026.04 | 0.072 | |
| Platt ScalingModel=LLaVA-NeXT-34B, Confidence Source=Sampling2026.04 | 0.072 | |
| HAC-PlattModel=LLaVA-NeXT-7B, Confidence Source=Sampling2026.04 | 0.073 | |
| HAC-GateModel=InternVL3-8B, Confidence Source=Sampling2026.04 | 0.075 | |
| HAC-GateModel=LLaVA-NeXT-34B, Confidence Source=Sampling2026.04 | 0.075 | |
| HAC-GateModel=InternVL3-2B, Confidence Source=Sampling2026.04 | 0.083 | |
| Isotonic RegressionModel=InternVL3-8B, Confidence Source=Sampling2026.04 | 0.083 | |
| Platt ScalingModel=InternVL3-8B, Confidence Source=Sampling2026.04 | 0.085 | |
| HAC-PlattModel=InternVL3-8B, Confidence Source=Sampling2026.04 | 0.085 | |
| HAC-GateModel=LLaVA-NeXT-7B, Confidence Source=Verbalized2026.04 | 0.085 | |
| HAC-PlattModel=InternVL3-2B, Confidence Source=Sampling2026.04 | 0.098 | |
| HAC-GateModel=LLaVA-NeXT-7B, Confidence Source=Sampling2026.04 | 0.101 | |
| UncalibratedModel=InternVL3-38B, Confidence Source=Sampling2026.04 | 0.106 | |
| Platt ScalingModel=InternVL3-2B, Confidence Source=Sampling2026.04 | 0.108 | |
| UncalibratedModel=LLaVA-NeXT-7B, Confidence Source=Sampling2026.04 | 0.122 | |
| UncalibratedModel=InternVL3-38B, Confidence Source=Verbalized2026.04 | 0.15 | |
| UncalibratedModel=InternVL3-8B, Confidence Source=Sampling2026.04 | 0.151 | |
| UncalibratedModel=Qwen3-VL-32B, Confidence Source=Verbalized2026.04 | 0.155 | |
| UncalibratedModel=InternVL3-8B, Confidence Source=Verbalized2026.04 | 0.169 | |
| UncalibratedModel=InternVL3-2B, Confidence Source=Sampling2026.04 | 0.181 | |
| UncalibratedModel=Qwen3-VL-8B, Confidence Source=Verbalized2026.04 | 0.184 | |
| UncalibratedModel=InternVL3-2B, Confidence Source=Verbalized2026.04 | 0.19 | |
| UncalibratedModel=Qwen3-VL-2B, Confidence Source=Verbalized2026.04 | 0.2 | |
| UncalibratedModel=LLaVA-NeXT-34B, Confidence Source=Sampling2026.04 | 0.2 | |
| UncalibratedModel=Qwen3-VL-8B, Confidence Source=Sampling2026.04 | 0.219 | |
| UncalibratedModel=Qwen3-VL-32B, Confidence Source=Sampling2026.04 | 0.219 | |
| UncalibratedModel=Qwen3-VL-2B, Confidence Source=Sampling2026.04 | 0.235 | |
| UncalibratedModel=LLaVA-NeXT-34B, Confidence Source=Verbalized2026.04 | 0.247 | |
| UncalibratedModel=LLaVA-NeXT-7B, Confidence Source=Verbalized2026.04 | 0.376 |